{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "from laika.lib.coordinates import ecef2geodetic, geodetic2ecef\n",
    "%pylab inline\n",
    "import numpy as np\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# this is the main component of laika, and once initialized can\n",
    "# immediately provide information about sattelites and signal delays\n",
    "from laika import AstroDog\n",
    "constellations = ['GPS', 'GLONASS']\n",
    "dog = AstroDog(valid_const=constellations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No orbit data found for prn : R12 flagging as bad\n",
      "No orbit data found for prn : R25 flagging as bad\n",
      "No orbit data found for prn : R26 flagging as bad\n",
      "No orbit data found for prn : R27 flagging as bad\n",
      "No orbit data found for prn : R28 flagging as bad\n",
      "Sattelite's position in ecef(m) : \n",
      " [-19501731.53000003  -7580440.43900001  16817823.825     ] \n",
      "\n",
      "Sattelite's velocity in ecef(m/s) : \n",
      " [1993.27528306 -613.07074562 2016.32438942] \n",
      "\n",
      "Sattelite's clock error(s) : \n",
      " 0.00025521380390669117 \n",
      "\n",
      "\n",
      "Sattelite's delay correction (m) in San Fransisco \n",
      " 3.1049571045513886\n"
     ]
    }
   ],
   "source": [
    "# For example if we want the position and speed of sattelite 7 (a GPS sat)\n",
    "# at the start of January 7th 2018. Laika's custom GPSTime object is used throughout\n",
    "# and can be initialized from python's datetime.\n",
    "\n",
    "from datetime import datetime\n",
    "from laika.gps_time import GPSTime\n",
    "time = GPSTime.from_datetime(datetime(2018,1,7))\n",
    "\n",
    "# We use RINEX3 PRNs to identify satellites\n",
    "sat_prn = 'G07'\n",
    "sat_pos, sat_vel, sat_clock_err, sat_clock_drift = dog.get_sat_info(sat_prn, time)\n",
    "print(\"Sattelite's position in ecef(m) : \\n\", sat_pos, '\\n')\n",
    "print(\"Sattelite's velocity in ecef(m/s) : \\n\", sat_vel, '\\n')\n",
    "print(\"Sattelite's clock error(s) : \\n\", sat_clock_err, '\\n\\n')\n",
    "\n",
    "# we can also get the pseudorange delay (tropo delay + iono delay + DCB correction)\n",
    "# in the San Francisco area\n",
    "receiver_position = [-2702584.60036925, -4325039.45362552,  3817393.16034817]\n",
    "delay = dog.get_delay(sat_prn, time, receiver_position)\n",
    "print(\"Sattelite's delay correction (m) in San Fransisco \\n\", delay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can use these helpers to plot the orbits of sattelites\n",
    "# by plotting the sattelite positions over the course\n",
    "# of 12 hours, which is the approximate orbital period\n",
    "# of GNSS sattelites.\n",
    "\n",
    "from collections import defaultdict\n",
    "import PIL\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib.patches as mpatches\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from laika.constants import EARTH_RADIUS, EARTH_ROTATION_RATE\n",
    "from laika.helpers import get_constellation\n",
    "from laika.lib.orientation import rot_from_euler\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# We start by plotting the world\n",
    "\n",
    "# load bluemarble with PIL\n",
    "bm = PIL.Image.open('bluemarble.jpg')\n",
    "# it's big, so I'll rescale it, convert to array, and divide by 256 to get RGB values that matplotlib accept \n",
    "bm = np.array(bm.resize([d//5 for d in bm.size]))/256.\n",
    "lons = np.linspace(-180, 180, bm.shape[1]) * np.pi/180 \n",
    "lats = np.linspace(-90, 90, bm.shape[0])[::-1] * np.pi/180 \n",
    "fig = plt.figure(figsize=(14,14))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "x = EARTH_RADIUS*np.outer(np.cos(lons), np.cos(lats)).T\n",
    "y = EARTH_RADIUS*np.outer(np.sin(lons), np.cos(lats)).T\n",
    "z = EARTH_RADIUS*np.outer(np.ones(np.size(lons)), np.sin(lats)).T\n",
    "ax.plot_surface(x, y, z, rstride=4, cstride=4, facecolors = bm)\n",
    "ax.set_xlim(-2.5e7, 2.5e7)\n",
    "ax.set_ylim(-2.5e7, 2.5e7)\n",
    "ax.set_zlim(-2.5e7, 2.5e7)\n",
    "\n",
    "\n",
    "# Now we get all the sattelite positions\n",
    "# over a 12 hour period and plot them\n",
    "sat_positions = defaultdict(lambda: [])\n",
    "colors = {\n",
    "  'GPS': 'b',\n",
    "  'GLONASS': 'r'\n",
    "}\n",
    "\n",
    "for i in range(49):\n",
    "  dt = i*15*60\n",
    "  all_sat_info = dog.get_all_sat_info(time + dt)\n",
    "  for sat_prn, sat_info in all_sat_info.items():\n",
    "    positions = sat_positions[sat_prn]\n",
    "    theta = EARTH_ROTATION_RATE * dt\n",
    "    rot_matrix = rot_from_euler((0,0,theta))\n",
    "    positions.append(rot_matrix.dot(sat_info[0]))\n",
    "\n",
    "for sat_prn, positions in sat_positions.items():\n",
    "  if len(positions) < 6:\n",
    "    continue\n",
    "  ax.plot([p[0] for p in positions],\n",
    "          [p[1] for p in positions],\n",
    "          [p[2] for p in positions], \n",
    "          color=colors[get_constellation(sat_prn)])\n",
    "\n",
    "patches = [mpatches.Patch(color='r', label='GLONASS orbits'),\n",
    "           mpatches.Patch(color='b', label='GPS orbits')]\n",
    "plt.legend(handles=patches, fontsize=14)\n",
    "plt.title('GPS and GLONASS orbits', fontsize=25)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import laika.raw_gnss as raw\n",
    "import laika.helpers as helpers\n",
    "\n",
    "\n",
    "# this example data is the from the example segment\n",
    "# of the comma2k19 dataset (research.comma.ai)\n",
    "\n",
    "# example data contains an array of raw GNSS observables\n",
    "# that were recorded during a minute of highway driving of\n",
    "# a car, this array format can be used to create Laika's\n",
    "# GNSSMeasurent object which can be processed with astrodog\n",
    "# to then be analysed or used for position estimated.\n",
    "with open('example_data/raw_gnss_ublox/value', 'br') as f:\n",
    "  example_data = np.load(f)\n",
    "measurements = [raw.normal_meas_from_array(m_arr) for m_arr in example_data]\n",
    "\n",
    "# lets limit this to GPS sattelite for the sake of simplicity\n",
    "measurements = [m for m in measurements if helpers.get_constellation(m.prn) == 'GPS']\n",
    "\n",
    "# we organize the measurements by epoch and by sattelite for easy plotting\n",
    "measurements_by_epoch = raw.group_measurements_by_epoch(measurements)\n",
    "measurements_by_sattelite = raw.group_measurements_by_sat(measurements)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'amount of sattelites in view')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we can plot the amount of sattelites in view at each epoch\n",
    "figsize(10,10)\n",
    "plot([len(epoch) for epoch in measurements_by_epoch])\n",
    "title('amount of sattelites in view', fontsize=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'PRR to for every sattelite (m/s)')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we can plot the prr(pseudorange-rate) measured from the doppler shift\n",
    "# towards every sattelite, we use the RINEX 3 convention to save\n",
    "# the observables, so for doppler shifts on L1 its D1C.\n",
    "figsize(10,10)\n",
    "for prn in measurements_by_sattelite:\n",
    "  plot([m.recv_time.tow for m in measurements_by_sattelite[prn]],\n",
    "         [m.observables['D1C'] for m in measurements_by_sattelite[prn]], \n",
    "       label=prn)\n",
    "legend()\n",
    "title('PRR to for every sattelite (m/s)', fontsize=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Measured CP - predicted CP (L1 cycles)')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from laika.constants import GPS_L1, SPEED_OF_LIGHT\n",
    "# Or more intrestingly we can compare the measured carrier phase \n",
    "# to a prediction of the carrier phase based on the previous carrier phase\n",
    "# measurement incremented by the pseudorange_rate * timedelta\n",
    "# With perfect measurements we expect this always to be around 0,\n",
    "# we can see that this is often the case, but not always, indicating\n",
    "# bad measurements\n",
    "\n",
    "\n",
    "figsize(10,10)\n",
    "for prn in measurements_by_sattelite:\n",
    "  predicted_vs_measured = []\n",
    "  for k in range(len(measurements_by_sattelite[prn])-1):\n",
    "    prev_meas = measurements_by_sattelite[prn][k-1]\n",
    "    current_meas = measurements_by_sattelite[prn][k]\n",
    "    avg_prr = np.mean([prev_meas.observables['D1C'], current_meas.observables['D1C']])\n",
    "    time_delta = (current_meas.recv_time - prev_meas.recv_time)\n",
    "    cp_increment = time_delta * avg_prr\n",
    "\n",
    "    cp_increment_cycles = cp_increment * (GPS_L1 / SPEED_OF_LIGHT)\n",
    "    cycle_meas_diff = current_meas.observables['L1C'] - prev_meas.observables['L1C']\n",
    "    predicted_vs_measured.append((cp_increment_cycles - cycle_meas_diff-.5)%1 - .5)\n",
    "  plot([m.recv_time.tow for m in measurements_by_sattelite[prn][1:]], \n",
    "       predicted_vs_measured, \n",
    "       label=prn)\n",
    "legend()\n",
    "title('Measured CP - predicted CP (L1 cycles)', fontsize=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No orbit data found for prn : G04 flagging as bad\n",
      "No orbit data found for prn : R06 flagging as bad\n",
      "No orbit data found for prn : R07 flagging as bad\n"
     ]
    }
   ],
   "source": [
    "# now we can do some fun stuff like get some basic position\n",
    "# and speed estimates with Laika's simple WLS. First we process\n",
    "# and correct measurement groups with our astrodog and then solve \n",
    "# the GNSS trilateration problem\n",
    "\n",
    "# to correct the measurements we need a receiver position estimate,\n",
    "# this can be off by ~1000m, in this case we can get it by solving\n",
    "# for the uncorrected measurements first.\n",
    "\n",
    "pos_solutions, vel_solutions = [], []\n",
    "corrected_measurements_by_epoch = []\n",
    "for meas_epoch in measurements_by_epoch[::10]:\n",
    "  processed = raw.process_measurements(meas_epoch, dog)\n",
    "  est_pos = raw.calc_pos_fix(processed)[0][:3]\n",
    "  corrected = raw.correct_measurements(meas_epoch, est_pos, dog)\n",
    "  corrected_measurements_by_epoch.append(corrected)\n",
    "  pos_solutions.append(raw.calc_pos_fix(corrected))\n",
    "  # you need an estimate position to calculate a velocity fix\n",
    "  vel_solutions.append(raw.calc_vel_fix(corrected, pos_solutions[-1][0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-5, 5)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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r7QPZ956qm66q7l5VL6vhwpSLpxtjZ22Dv56nR0x2/j9eVX9bVfepqoNd6CfT6uOttY/NG2BcQF8/M/yhsGx+fTDDL9XZOrwmw9GcPUneVFUPqqqTDvA5txv/H5Hkw0uW18lyeUyS667/68x1SoYjd8naSj/Pon7fm+FoVTK0AVxkcqHHLacbrM844G05qup7arjI471jY/wrppbhp42DLVuG37Zgh50M24Nk/9B3q/H/x1trn8ocrbWLMhxZnWcyf2++aN6O8/ex43DT26KPJPlohlOuZ1bVL48XAiyahpvpgtbaJxb0m0yrytqPx/X6eGvt4/N6tNa+mLXpOb1+TV5/I2s/oOeZLG/fLDuuy2+Y9B8vJrl1LbnYaQts5vpz5oLun556/c1l+xBOj8l26gVV9XtV9QNVdbWlJdbm07Jp8E8Zzi5MD7+tjd/7O8e3q8zfIzP84Jpn0fxNFm+7JvPiKeN280614GK4dbh+1rLcF1Ys87YF3SeZ54I23B5r2TAL93ljJvjy+HalC27XHUZba9Vaq6y113xohrT/M0kesaDYdDLenX0D7ezfpE7fDLqttednaLycDL9EX5Hkc+OVb39SVZOd06qOG//vF5xnnLvO8a6khsdmvTTDL+R7Zbiw6yoZTod/dvybHNW5xqrjba29MUN7ykuT/HCGIzufrqpzqurZVfVfN1Dd9U6r45YOdXAOVIdJ/2/WobX20QxH7i/OEEKeneTjNVyh/pKq+tE5RzUny+uRWb6sHjtVZvqH2cGYnn7Lvu+iZXO95a+S+eGl5QAPi6iqRyZ5e4b2lzfPcLTyoqwtw5MnbC1bhr+8pN/kDMrsk90mG7dPZ7lF338yf6+W5fP3mHG46W3RZUnuk+GM0MkZ2qu+K8lFVfXqqvq5FXb0G7XKtEr2n16rWvf6NfX6gvFo2SKLtg8PztDu7rgMbVPPTDK5Q8YvVdVm/chb1WatP5fPO6o6WjavDsX0eHSGZkfXmnr95RruSPKEmn9l/2QdWzgNxvA8ecDNodzub6bp4Lbq9nXRd9vItut3MlyEe1SG7eY/Zth2vKeqnlxVC+9EtMRVp15fssLwqyybG/lusyafcdWlQ402fGunNvhMa+3/ZK1N0JMX3JZg+pfjKZNAe4C/fe6V1Vr7H0m+I0N7j3/IEIBPSfLwJG+vnfWc89MynIq9PMOp75smuWpr7XqttRu04cECrxiHXdfp39ba72TYSf5ihrB7QYY2sg9K8oYabtOzkSdv7Vjjj5mbZGgc/rIMG5rjMpyueVWSf5o5FTNZXs9bcVmt1toh+eHS0RVLjlimqm6e5A8ybENekuGij6Nba9edWoZPnwx+iOq4sH4HMJm/L1xx3u7znOXW2jsynJq+V4b2ve/PEFh/KMOFbR+qqu8MBzQe6f2eDD+e/zjD6fxdGZp2PCXJRzf4I3pHOhTTo7V2YWvt9hmaHj0lQ1vwyzMczXziOM57LxwBm6a19o3W2r0ynN353xnOKH4tw9X9v5zkg1X1qHWO9vNTr7f6x9syk7p8fulQo025z2hr7Q0Zrg6vJH8857TF+VOvb5INaq19tLX2W621u2b4hfOfM4SJJHl0Vf3wiqOatG880L0AF/Wf/mW7LPUfs6D75J6Yz2it/a/W2r/PaWu14XafrbXzWmtPba3ds7U2aX/77KnPPm0do5tMqwM1F5j0v2DpUAdn1fm1Xx1aa59vrT2jtfaTrbUTM4SJJ2cINLfPcGX4xGR5Pa6qVvpVN2OyfCwre+0F3afrvuz7Luo3XX7ZPJv0uzRr7ZjW414Zth/vS3K/1tpZc46MbWbb5WmTdlEHaou0aBpN5u/BbIu+0Vp7eWvt51prN8/w4+ZhGabljZM8Z6Pj7mgj69fk9XFVtexIycLtQ2vtitba37fWfqG19r0ZTm3+dIYfjddPspU/oLdq/VnoUE2P1tqbW2unt9Zul+Fo7j2z9kPqOVU1faZnso4tu4/2NbIWOFbd7k9uYZRsbPt4sCa3UExWm7/JIdintdbe2Vp7fGvtDhnmxQ9luGjryCR/MP7YX3VcX81wB52kTzv2/YxNDybbg5XasW7mTe9/I8OCdrMMt/OY9u9Za2fwo5vxYeMK+5YMtyuaHG7/oRWLnzX+v3VVzT29OjbIXrQzvXDq9YkLyt8sw2mReSZl5rZpq6pjMtwiYlO01t7dWntI1tq4rDqdkrVpdVJVfdu8AcYN4+3Ht/+2oUquZtn8+g9Zm19nzRtm2vjD5lcyHClN9p0mk7aSV8lwscx6TZaPGyzZadxmQfezs3bBwQ8u+YxFN0Z+e9Y29qcuGCYZrqxMkne0jV2kNFmG37XkCOodF3Q/WJOLYb61qhatf8dkcVuvyfy9dVVtyunF1trnWmtPz9BMJkm+r6oO1Q71UDl5UXvq8btMpuf0+jV5fVSG2/UtMlkWDrh9aK19aTwzNrkw9oZZa+d3IJOgsdGj8Vu1/qzsIKfHonF+rbX2yiT/bex09ay1pU7W5uuyafCDWcsQK233x23FZPu2aN29doazoPNMH7RZ9zweT0+/f3y7yvy9PIvbnm+K1tqlrbXXZri39KUZvteyus3zgfH/ty4dautMPzRgv4vE5tm0MNpa+/es3fn/16d/JY8L4J+Pb0+rqu9eNq6qut7M+4VXh45tuCZHZPa7knOBl4/DXiPD6ex5Hr+g++TiiE+Ob39iwWCPW/L5k5Vx0XR4QjbQBnHZdBpN2nCsOp2SoU3L5Jf/ExYM87CsXc334gXDbIZl82vypI7PZerino1MkzZcDPXP49vfHoPNQrPLa5J3j/+PzHD0YXb4a2S4d+t+xiPk/3d8+7A5405VfVeGpjHzyn8+aw3zT5/XfnFsYz2p10bn12QZvsWcNrepqh/N+u4EsR7/kOG2OJW18Dfr0Vl85OUlGdqzHpXhKMTCnVoNT/y69tT7VZenZH3r2XYx92l1GU4hHp1hWzt9J4d3Zri1UzJs9/fbp1TV3TNcGJRMLW8rXJizkWk5aad8xEYuDNnC9Wc/h2J61PDEoGX7+UXjfMn4//vnNb0bf2T/+vj2Xa21D61Sn9Fk+7ho33l6FrRHHLePk4tYN3qh3uS73bvm3AVgXG5+aXz7/1prm/YY6wPM40syhN9k/duON43/N+0g1kGaHGw5b8yGB9ZWu4fVE5P59xmdGe7mWbs58kNn+l0ra09zuDBDgLneVP/rZPhl8IIk75kp+94M99G7fcYbuY/db5R9b3h+6ky5ZTe9n9wj8vIMC/81x+7HJXn62G/uTe/H4Sb33bskQ0Pkq43dJ6fovpa1p/z81IKyl2a45dXkJv43zNrN+D83/p93w+5F92B7dYYn2twlyXWmul8/Q5CcTKcHrzLfp8rP3vT+uLH7JFRN7nm5VTe9/5Wp+bU7w8Vtk894xEzZ52T4kfRjmbp3X4aLbR6WtZuF/8ZMuVtk7Wbd789wRP+qU/1PyHDR3j9l/v3Y3jKWPS/73tz4+8Z+n5+q8+x98E6a+uy3J/nesfsR47z9VFa/6f0bM948eyz/o0k+M/ZbdtPuA92n8c5T9f/jjA8TGJeJn8+w7E+W4Xn3clz6dKRxmGX3gnz81Of/9tTnH5O1Jystu+n9Q6bK/032vRn4ERnO8PzSOI3uM1PuzRmaunzrzHJ+l6w91eVN61zGV3oC05LyK937eEHZ2Zve/37GB5eM0/PXs7Zd/7055advev/yJDcZux+V4fTy5J6wsze9v2OGi78elX0fKlEZjtK9byz3iZlyy+4hea2sLfu/OJmn61y2Dun6kwXbxI1OjwPM25tmONvy2AwHP3ZN9fvurN1P+UvZd58xfdP7L2Ro3jW56f23ZVhn2rhc/NCcz1227508cKJlWI8nD7vYneECn8uztn2bV/6tY7+XZs59YFdYRq6dtXtlnpNhvT1iappMtt0Huun9ep8gtWtcdn4zQ1g7eqrfKdn36YLfvs51+EfHshctWjZWXDZX2dZMthcLnxSVIYe0DO3yV/sOK37RJ05mwArDvmIc9lPTE3vsd0KGWwpMZubkKRXTj+Fqmblxc/Z9dOakzFdmysx7MsiyFeJqGYLEpPzKjwMdyx+T4fDzdPnJCnRJhjZ1c296n6GdzUcWlG0ZwtXCnfWiek11n/xdlP0fU/iSRQvrknlaWQvJk3kw+zjW12TqcaDrXXkP8PmTaXGgx4E+O/s/8WL65uotw45x9tFmb8j8m1t/f/Z9/NxlGQLW7KNE54XRW2VtJzzZsE2W2c9k+OE1d2M5lr979n0s4PQjTM/LWphaz+NAvzb1/hM5wOMMV5gv04/jbNn3EbFnJnlkDl0Y3ZW1p460rD1Wb/L5z8lw/9KW5E8WjP/h2feRlV8f5+90t5bkJ+fUabbM9OP8PpX170y2Qxidfhzo7PRsGY5IH71gHL+c/R8HOr38vSszjwPNvjfhbuN0/1z23a5cmOQ/r+e7Zu0pNy3DOvfJcXn/nVWnaQ7h+pPlYXTd0+MA8/amM+O8dBzn9Hf7epIfm1P2xOz7+O5Lsu+2c92PA536/m+cGs9kf3LF+PeoA5R/4Mw0+tQ4P96wjmXkFtn3caBfzb77ylUeB7qRMDo9Ly7PcFDiazPdHrFovEs+7+is/fj/wfVuY9a5rVkaRjOcEZzchP9HVv0Om9lmdGJyE+oTMvwC+qY2XHH8nzI83eH/ZdjRXyPDIfmPZ7gY6Reyf1u5e2cIxP+UYaE7aizziQzh6gdba6dnHdrQduROGZ6G8e4MC3UyrCQ/0VpbdLpqUv5LGX6tPnWsx+XjOF6e4alJ/3dJ2QuT3DZDwJv8Qrssw9Op7t1aW3SLrAN5WIbHeP19hl/DR2QI3edluLL+x1pr92lzbky9TBv8QoaF+a8ztP+9ZoaA9PoMG4c7t008nbGoKhmWhUdk2LldJcMpm3/N8Iz4B7dxbZjyxAyh6BUZjmRcPtb9ggxHkh+Y4Yj6vJtbvznDhU6nZzga9sUMR/Avz7CR/osk98twSni27Dsy/Pp9WYYG3Edk2Fj8cYZf3x+eLTNT/lUZTm2+dCx/dIb15WkZLkj75OLSSWvtxRmu0DwjycfG8pdlOK36+CS3aK0trcMK7pPhu783w47qiAzPR/+VDEF+7j1hN0Mbmuf8RIYjlG/LsEHflaGt24Nbaw/K2mm8uReYtNb+NEPbtN8f633JWOYrGY4KPS3DMj+9Lv91hjbxzx3LfCnDkZYvZwjgv5bhaMpHNuebbq3W2qMzLNP/mmF+fiPDMvOIDDuWubeOaa09JcPR5Rdm+BF+9Qzz5C0Z1r/btNbOnyn2lgx3tHhGhnbAn88wLb+eYf3+nQxPyPnXdX6Nh2a4huF943e4cYaL1Y5dVmjm+2zF+jPrUEyPTya5R4ZHvJ6ZYdt9rQzf5QMZDnzcvA0PJthHG+7h+70ZzhCcOdbj6hmOJj4/ya1aa3+23i85rrt3zfBUxg9nLWz/Y4Zt8R8eoPxzM6yD/5IhRN4ow/xd+Z7crbX3ZGh3+xsZ9v+XZ8gV/57hzOh3ttZesXgM6zd+7ztnmI//nGE9mdz27qMZDqbsaa39yfwxLB33JUmeN769/8HX9qDcIcNZ3nMyZJGV1P77bthequoFGVawZ7XWfrZ3fdj+xnZy52bYKN5vDBfMUVVPytDG/XWttUN10RlwCI33KP1Qhh/GN5x3gGWL6vH8DM1zHtda+61Vyx2KI6MAvT0wQxC9NMufZAWw47XhAS/PzXA0/ed71GG8G8d9snYWb2XCKLAjVdVLq+rHp++PWFU3qKrHZjjVliTPaa0d0sf6AmwTv56h6cLpi26DeIg9LkPzuSest9nelepJPMBh5UcytCFOVX01w1HQ6Xt7vjFz2vMCHI5aa5+uqp/OcIHWTbLiPT43w/iwo49nCKTPWm95YRTYqR6R4bYst8xwS7ZrZLgw7V0ZLmz8i/GiAYArhdbaXyX5qw6fe3mSlduIzrpSXcB07LHHtpNOOql3NQAADujtb3/751pru3vX41C7Uh0ZPemkk3LWWQd8UiQAQHdVtfQ2focLFzABANCNMAoAQDfCKAAA3QijAAB0I4wCANCNMAoAQDfCKAAA3QijAAB0I4wCANCNMAoAQBEUUJ8AABaCSURBVDfCKAAA3QijAAB0I4wCANCNMAoAQDfCKAAA3QijAAB0I4wCANCNMAoAQDfCKAAA3QijAAB0I4wCANCNMAoAQDfCKAAA3QijAAB0s6t3BQB2uhedec6Wfdb9bnPjLfssgK3gyCgAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN1smzBaVc+uqguq6n1z+j26qlpVHTu+r6p6WlWdXVXvqapbbX2NAQA4WNsmjCZ5bpK7zHasqhOT3CnJOVOd75rklPHvtCRP34L6AQCwybZNGG2tvSnJF+b0emqS05O0qW73SPL8NnhrkutU1Q23oJoAAGyibRNG56mqeyQ5r7X27pleN0ryqan3547d5o3jtKo6q6rO2rt37yGqKQAAG7Ftw2hVXT3JY5M8/mDG01o7o7W2p7W2Z/fu3ZtTOQAANsWu3hVY4tuSnJzk3VWVJCckeUdV3TrJeUlOnBr2hLEbAAA7yLY9Mtpae29r7bjW2kmttZMynIq/VWvt/CSvSvIz41X1t01yUWvtMz3rCwDA+m2bMFpVL07yliTfUVXnVtVDlgz+d0k+luTsJH+e5GFbUEUAADbZtjlN31q77wH6nzT1uiV5+KGuEwAAh9a2OTIKAMCVjzAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN3s6l0BgM32ojPP6V0FAFbkyCgAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN1smzBaVc+uqguq6n1T3Z5SVR+qqvdU1V9X1XWm+v1qVZ1dVR+uqjv3qTUAAAdj24TRJM9NcpeZbq9JcvPW2i2SfCTJryZJVd0syX2SfOdY5s+q6sitqyoAAJth24TR1tqbknxhpturW2uXjW/fmuSE8fU9kryktXZJa+3jSc5OcustqywAAJti24TRFTw4yd+Pr2+U5FNT/c4du+2nqk6rqrOq6qy9e/ce4ioCALAeOyKMVtXjklyW5IXrLdtaO6O1tqe1tmf37t2bXzkAADZsV+8KHEhVPTDJ3ZKc2lprY+fzkpw4NdgJYzcAAHaQbX1ktKrukuT0JHdvrX11qterktynqo6uqpOTnJLkbT3qCADAxm2bI6NV9eIkt09ybFWdm+QJGa6ePzrJa6oqSd7aWntoa+39VfWyJB/IcPr+4a21y/vUHACAjdo2YbS1dt85nZ+1ZPjfTPKbh65GAAAcatv6ND0AAIc3YRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG6EUQAAuhFGAQDoRhgFAKAbYRQAgG62TRitqmdX1QVV9b6pbterqtdU1UfH/9cdu1dVPa2qzq6q91TVrfrVHACAjdo2YTTJc5PcZabbY5K8rrV2SpLXje+T5K5JThn/Tkvy9C2qIwAAm2jbhNHW2puSfGGm8z2SPG98/bwk95zq/vw2eGuS61TVDbempgAAbJZtE0YXOL619pnx9flJjh9f3yjJp6aGO3fstp+qOq2qzqqqs/bu3XvoagoAwLpt9zD6Ta21lqRtoNwZrbU9rbU9u3fvPgQ1AwBgo7Z7GP3s5PT7+P+Csft5SU6cGu6EsRsAADvIdg+jr0rygPH1A5K8cqr7z4xX1d82yUVTp/MBANghdvWuwERVvTjJ7ZMcW1XnJnlCkt9J8rKqekiSTya59zj43yX54SRnJ/lqkgdteYUBADho2yaMttbuu6DXqXOGbUkefmhrBADAobbdT9MDAHAYE0YBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC62RFhtKr+Z1W9v6reV1UvrqqrVtXJVXVmVZ1dVS+tqqN61xMAgPXZ9mG0qm6U5BeS7Gmt3TzJkUnuk+R3kzy1tXbTJBcmeUi/WgIAsBHbPoyOdiW5WlXtSnL1JJ9JcockLx/7Py/JPTvVDQCADdr2YbS1dl6S30tyToYQelGStyf5YmvtsnGwc5PcaF75qjqtqs6qqrP27t27FVUGAGBF2z6MVtV1k9wjyclJviXJNZLcZdXyrbUzWmt7Wmt7du/efYhqCQDARmz7MJrkjkk+3lrb21q7NMlfJbldkuuMp+2T5IQk5/WqIAAAG7MTwug5SW5bVVevqkpyapIPJHl9kv82DvOAJK/sVD8AADZo24fR1tqZGS5UekeS92ao8xlJfiXJL1bV2Umun+RZ3SoJAMCG7DrwIP211p6Q5AkznT+W5NYdqgMAwCbZ9kdGAQA4fAmjAAB0I4wCANCNMAoAQDfCKAAA3QijAAB0I4wCANCNMAoAQDfCKAAA3QijAAB0I4wCANCNMAoAQDe7elcAgNW96MxztvTz7nebG2/p5wFXPo6MAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQza7eFQAOfy8685zeVQBgm3JkFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC62RFhtKquU1Uvr6oPVdUHq+o/VdX1quo1VfXR8f91e9cTAID12RFhNMkfJfmH1tp/SPLdST6Y5DFJXtdaOyXJ68b3AADsINs+jFbVtZP8QJJnJUlr7RuttS8muUeS542DPS/JPfvUEACAjdr2YTTJyUn2JnlOVb2zqp5ZVddIcnxr7TPjMOcnOX5e4ao6rarOqqqz9u7du0VVBgBgFTshjO5KcqskT2+t3TLJxZk5Jd9aa0navMKttTNaa3taa3t27959yCsLAMDqdkIYPTfJua21M8f3L88QTj9bVTdMkvH/BZ3qBwDABm37MNpaOz/Jp6rqO8ZOpyb5QJJXJXnA2O0BSV7ZoXoAAByEXb0rsKL/keSFVXVUko8leVCGIP2yqnpIkk8muXfH+gEAsAE7Ioy21t6VZM+cXqdudV0AANg82/40PQAAhy9hFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAbnZEGK2qI6vqnVX1N+P7k6vqzKo6u6peWlVH9a4jAADrtyPCaJJHJvng1PvfTfLU1tpNk1yY5CFdagUAwEHZ9mG0qk5I8iNJnjm+ryR3SPLycZDnJblnn9oBAHAwtn0YTfKHSU5PcsX4/vpJvthau2x8f26SGy0qXFWnVdVZVXXW3r17D21NAQBYl20dRqvqbkkuaK29faPjaK2d0Vrb01rbs3v37k2sHQAAB2tX7wocwO2S3L2qfjjJVZMck+SPklynqnaNR0dPSHJexzoCALBB2/rIaGvtV1trJ7TWTkpynyT/1Fq7f5LXJ/lv42APSPLKTlUEAOAgbOswusSvJPnFqjo7QxvSZ3WuDwAAG7DdT9N/U2vtDUneML7+WJJb96wPAAAHb6ceGQUA4DAgjAIA0I0wCgBAN8IoAADdCKMAAHQjjAIA0I0wCgBAN8IoAADdCKMAAHQjjAIA0I0wCgBAN8IoAADdCKMAAHQjjAIA0I0wCgBAN8IoAADdCKMAAHQjjAIA0I0wCgBAN8IoAADdCKMAAHQjjAIA0I0wCgBAN8IoAADdCKMAAHQjjAIA0M2u3hUAtt6LzjyndxUAIIkjowAAdCSMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQjTAKAEA3wigAAN0IowAAdCOMAgDQza7eFQBg+3rRmeds6efd7zY33tLPA/pzZBQAgG6EUQAAuhFGAQDoZtuH0ao6sapeX1UfqKr3V9Ujx+7Xq6rXVNVHx//X7V1XAADWZ9uH0SSXJXl0a+1mSW6b5OFVdbMkj0nyutbaKUleN74HAGAH2fZhtLX2mdbaO8bXX07ywSQ3SnKPJM8bB3teknv2qSEAABu17cPotKo6Kcktk5yZ5PjW2mfGXucnOX5BmdOq6qyqOmvv3r1bUk8AAFazY8JoVV0zyV8meVRr7UvT/VprLUmbV661dkZrbU9rbc/u3bu3oKYAAKxqR4TRqrpKhiD6wtbaX42dP1tVNxz73zDJBb3qBwDAxmz7MFpVleRZST7YWvuDqV6vSvKA8fUDkrxyq+sGAMDB2QmPA71dkp9O8t6qetfY7bFJfifJy6rqIUk+meTeneoHAMAGbfsw2lr75yS1oPepW1kXAAA217Y/TQ8AwOFLGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAboRRAAC6EUYBAOhGGAUAoBthFACAbnb1rgBsRy8685zeVQCAKwVHRgEA6EYYBQCgG2EUAIBuhFEAALoRRgEA6EYYBQCgG2EUAIBuhFEAALoRRgEA6EYYBQCgG2EUAIBuhFEAALoRRgEA6EYYBQCgG2EUAIBuhFEAALoRRgEA6EYYBQCgG2EUAIBuhFEAALoRRgEA6EYYBQCgG2EUAIBudvWuAJvjRWees6Wfd7/b3HhLPw+4crAtgysfR0YBAOhGGAUAoBthFACAbrQZZUfY6nZkwJWDNqrQnyOjAAB0I4wCANCN0/QAsEUO9yZHmiGwEY6MAgDQjTAKAEA3wigAAN1cqdqMfuHib2xZe53Dvd3M4d7uCQDYGo6MAgDQjTAKAEA3V6rT9FvJaWwAgAPb0UdGq+ouVfXhqjq7qh7Tuz4AAKzPjg2jVXVkkj9NctckN0ty36q6Wd9aAQCwHjs2jCa5dZKzW2sfa619I8lLktyjc50AAFiHndxm9EZJPjX1/twkt5kdqKpOS3La+PYr97/tTT68BXXr4dgkn+tdCTbM/NvZzL+dy7zbRPff+o883OffTXpXYCvs5DC6ktbaGUnO6F2PQ62qzmqt7eldDzbG/NvZzL+dy7zb2cy/w8NOPk1/XpITp96fMHYDAGCH2Mlh9N+SnFJVJ1fVUUnuk+RVnesEAMA67NjT9K21y6rqEUn+McmRSZ7dWnt/52r1dNg3RTjMmX87m/m3c5l3O5v5dxio1lrvOgAAcCW1k0/TAwCwwwmjAAB0I4wehqrq0VXVqurY3nVhdVX1lKr6UFW9p6r+uqqu07tOLOeRxDtXVZ1YVa+vqg9U1fur6pG968T6VNWRVfXOqvqb3nXh4Aijh5mqOjHJnZKc07surNtrkty8tXaLJB9J8qud68MSHkm8412W5NGttZsluW2Sh5t/O84jk3ywdyU4eMLo4eepSU5P4sq0Haa19urW2mXj27dmuHcu25dHEu9grbXPtNbeMb7+coZQc6O+tWJVVXVCkh9J8szedeHgCaOHkaq6R5LzWmvv7l0XDtqDk/x970qw1LxHEgszO1BVnZTklknO7FsT1uEPMxx4uaJ3RTh4O/Y+o1dWVfXaJDeY0+txSR6b4RQ929Sy+ddae+U4zOMynEJ84VbWDa6MquqaSf4yyaNaa1/qXR8OrKruluSC1trbq+r2vevDwRNGd5jW2h3nda+q70pycpJ3V1UynOJ9R1XdurV2/hZWkSUWzb+JqnpgkrslObW5CfB255HEO1xVXSVDEH1ha+2veteHld0uyd2r6oeTXDXJMVX1gtbaT3WuFxvkpveHqar6RJI9rbXP9a4Lq6mquyT5gyT/tbW2t3d9WK6qdmW40OzUDCH035Lc70r+JLgdo4Zf7c9L8oXW2qN614eNGY+M/lJr7W6968LGaTMK28efJLlWktdU1buq6hm9K8Ri48Vmk0cSfzDJywTRHeV2SX46yR3G9e1d45E2YIs5MgoAQDeOjAIA0I0wCgBAN8IoAADdCKMAAHQjjAIA0I0wCgBAN8IoAADd/H96W6HzSLCyXwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we can plot the ecef positions\n",
    "figsize(10,10)\n",
    "figure()\n",
    "title('ECEF position estimate (m)', fontsize=25)\n",
    "plot([sol[0][:3] for sol in pos_solutions])\n",
    "\n",
    "# and the resiudal distribution of the WLS solutions\n",
    "figure()\n",
    "title('Residuals of pseudoranges in positions solutions (m)', fontsize=25)\n",
    "sns.distplot(np.concatenate([sol[1] for sol in pos_solutions]), bins=arange(-5,5,.5),kde=False)\n",
    "xlim(-5,5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-2, 2)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we can plot the ecef velocities\n",
    "figure()\n",
    "figsize(10,10)\n",
    "title('ECEF velocity estimate (m/s)', fontsize=25)\n",
    "plot([sol[0][:3] for sol in vel_solutions])\n",
    "\n",
    "# and the resiudal distribution of the WLS solutions\n",
    "figure()\n",
    "figsize(10,10)\n",
    "title('Residuals of pseudorange-rates in velocity solutions (m/s)', fontsize=25)\n",
    "sns.distplot(np.concatenate([sol[1] for sol in vel_solutions]), bins=arange(-2,2,.05),kde=False)\n",
    "xlim(-2,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The above residual plots give us an idea of how accurate our \n",
    "# pseudoranges are that are used for the solution, but what does that\n",
    "# actually mean for the accuracy of our position estimate? Lets look\n",
    "# at the geometry of the situation before we procceed.\n",
    "\n",
    "# lets plot the world again\n",
    "\n",
    "# load bluemarble with PIL\n",
    "bm = PIL.Image.open('bluemarble.jpg')\n",
    "# it's big, so I'll rescale it, convert to array, and divide by 256 to get RGB values that matplotlib accept \n",
    "bm = np.array(bm.resize([d//5 for d in bm.size]))//256.\n",
    "\n",
    "# coordinates of the image - don't know if this is entirely accurate, but probably close\n",
    "lons = np.linspace(-180, 180, bm.shape[1]) * np.pi/180 \n",
    "lats = np.linspace(-90, 90, bm.shape[0])[::-1] * np.pi/180 \n",
    "\n",
    "# repeat code from one of the examples linked to in the question, except for specifying facecolors:\n",
    "fig = plt.figure(figsize=(14,14))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "x = EARTH_RADIUS*np.outer(np.cos(lons), np.cos(lats)).T\n",
    "y = EARTH_RADIUS*np.outer(np.sin(lons), np.cos(lats)).T\n",
    "z = EARTH_RADIUS*np.outer(np.ones(np.size(lons)), np.sin(lats)).T\n",
    "ax.plot_surface(x, y, z, rstride=4, cstride=4, facecolors = bm)\n",
    "\n",
    "ax.set_xlim(-2.5e7, 1e7)\n",
    "ax.set_ylim(-2.5e7, 1e7)\n",
    "ax.set_zlim(-1e7, 2.5e7)\n",
    "\n",
    "\n",
    "# Lets plot the situation for the first epoch,\n",
    "# it does not change significantly over our\n",
    "# minute of example data.\n",
    "\n",
    "receiver_pos = pos_solutions[0][0]\n",
    "\n",
    "ax.scatter([receiver_pos[0]], \n",
    "           [receiver_pos[1]], \n",
    "           [receiver_pos[2]], \n",
    "           color='w',\n",
    "           #markersize=15,\n",
    "           marker='+')\n",
    "#sattelite_positions\n",
    "sat_positions = []\n",
    "for m in corrected_measurements_by_epoch[0]:\n",
    "  sat_positions.append(m.sat_pos)\n",
    "  ax.plot([receiver_pos[0], m.sat_pos[0]],\n",
    "          [receiver_pos[1], m.sat_pos[1]],\n",
    "          [receiver_pos[2], m.sat_pos[2]],\n",
    "          color='b')\n",
    "sat_positions = np.array(sat_positions)\n",
    "ax.scatter(sat_positions[:,0],\n",
    "           sat_positions[:,1],\n",
    "           sat_positions[:,2],\n",
    "           color='k',\n",
    "           marker='^',\n",
    "          linewidths=6,\n",
    "          alpha=1)\n",
    "ax.view_init(20,150)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from laika.lib.coordinates import LocalCoord\n",
    "\n",
    "converter = LocalCoord.from_ecef(receiver_position)\n",
    "sat_positions_ned = converter.ecef2ned(sat_positions)\n",
    "azimuths_radians = np.arctan2(sat_positions_ned[:,0], sat_positions_ned[:,1])\n",
    "elevation_radians = np.arctan2(-sat_positions_ned[:,2], np.linalg.norm(sat_positions_ned[:,:2],axis=1))\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, polar=True)\n",
    "ax.scatter(azimuths_radians, elevation_radians*180/np.pi, marker='^', color='k', linewidth=6)\n",
    "ax.set_yticks(range(0, 90+10, 10))                   # Define the yticks\n",
    "ax.set_theta_direction(-1)\n",
    "ax.set_theta_zero_location('N')\n",
    "yLabel = ['90', '', '', '60', '', '', '30', '', '', '']\n",
    "ax.set_yticklabels(yLabel)\n",
    "ax.set_title('Sattelite aximuth and elevation as seen by receiver', fontsize=25)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GDOP of this epoch is  2.2626042174359435\n",
      "GDOP of 4 lowest elevation sattelites of this epoch is  7.441055578430927\n",
      "GDOP of 4 highest elevation sattelites of this epoch is  11.888701329202476\n"
     ]
    }
   ],
   "source": [
    "# The above plot highlights an important consideration of GNSS position\n",
    "# estimation. That is, the concept of DOP (https://en.wikipedia.org/wiki/Dilution_of_precision_(navigation)).\n",
    "# In short, it means that if the elevations and azimuths of the sattelites in view are simial, the DOP is high. \n",
    "# A high DOP means that small errors in the pseudoranges can cause large errors in the computed position.\n",
    "from laika.raw_gnss import get_DOP\n",
    "\n",
    "print('GDOP of this epoch is ', get_DOP(receiver_position, sat_positions))\n",
    "\n",
    "# This data clearly has a very good DOP\n",
    "# By comparing the 4 sattelites with the highest elevation\n",
    "# to those 4 with the lowest we can see how different sattelite\n",
    "# positions can lead to very precisions\n",
    "\n",
    "sat_positions_sorted = sat_positions[argsort(elevation_radians)]\n",
    "print('GDOP of 4 lowest elevation sattelites of this epoch is ', get_DOP(receiver_position, sat_positions_sorted[-4:]))\n",
    "print('GDOP of 4 highest elevation sattelites of this epoch is ', get_DOP(receiver_position, sat_positions_sorted[:4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}